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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: AI System Quality Risks | - Model drift and performance degradation - Ethical and legal considerations |
| Topic 2: AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
| Topic 3: Machine Learning Fundamentals for Testers | - Supervised and unsupervised learning concepts - Model training and evaluation basics |
| Topic 4: Introduction to AI in Software Testing | - AI systems overview - Role of AI in testing |
| Topic 5: Testing AI-Based Systems | - Bias, fairness, and explainability testing - Testing ML models - Data quality and dataset validation |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Which ONE of the following tests is LEAST likely to be performed during the ML model testing phase?
SELECT ONE OPTION
- A. Testing the accuracy of the classification model.
- B. Testing the speed of the training of the model.
- C. Testing the speed of the prediction by the model.
- D. Testing the API of the service powered by the ML model.
Correct Answer: B 🗳️
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Which ONE of the following statements is a CORRECT adversarial example in the context of machine learning systems that are working on image classifiers.
SELECT ONE OPTION
- A. Black box attacks based on adversarial examples create an exact duplicate model of the original.
- B. These attack examples cause a model to predict the correct class with slightly less accuracy even though they look like the original image.
- C. These examples are model specific and are not likely to cause another model trained on same task to fail.
- D. These attacks can't be prevented by retraining the model with these examples augmented tothe training data.
Correct Answer: C 🗳️
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Which ONE of the following options BEST DESCRIBES clustering?
SELECT ONE OPTION
- A. Clustering requires you to know the classes.
- B. Clustering is done without prior knowledge of output classes.
- C. Clustering is classification of a continuous quantity.
- D. Clustering is supervised learning.
Correct Answer: B 🗳️
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In a certain coffee producing region of Colombia, there have been some severe weather storms, resulting in massive losses in production. This caused a massive drop in stock price of coffee.
Which ONE of the following types of testing SHOULD be performed for a machine learning model for stock-price prediction to detect influence of such phenomenon as above on price of coffee stock.
SELECT ONE OPTION
- A. Testing for bias
- B. Testing for accuracy
- C. Testing for security
- D. Testing for concept drift
Correct Answer: D 🗳️
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